應用類神經網路建立一個具有自然使用者介面之觸覺回饋裝置

Applying Artificial Neural Networks to Develop A Haptic Feedback Device with Natural User Interface

林子皓(Zi-Hao Lin)

指導教授 ： 陳湘鳳

國立臺灣大學/工學院/機械工程學研究所/碩士(2016年)

https://doi.org/10.6342/NTU201603270

摘要

無資料

關鍵字

觸覺回饋 ； 紋理感知 ； 振觸覺 ； 類神經網路 ； 自然使用者介面 ； 壓電致動器

並列摘要

Virtual Reality (VR) and Augmented Reality (AR) technology are increasingly used in complex engineering applications; however, VR and AR systems provide limited haptic feedback in these applications. In order to solve this problem, a method for providing realistic haptic feedback was designed in this research. A recording device combined accelerometer and force sensor was designed to record the real texture, and a simulation device combined accelerometer, force sensor, and piezo actuator was designed to simulate the actuator haptic feedback.
The recorded data from the recording device was processed to be the simulation data using a neural network. The neural network was used to train an approximate function. This function was programed into the simulation device, so that the simulation device can create corresponding tactile feedback which was recorded from the recording device. With our method, we can provide realistic haptic feedback and perform real-time feedback in natural operation.

並列關鍵字

Haptics Feedback ； Tactile Sensation ； Vibrotactile ； Neural Network ； Natural User Interface ； Piezo Actuator

參考文獻

Aoki, T., Mitake, H., Keoki, D., Hasegawa, S., Sato, M. (2009). Wearable haptic device to present contact sensation based on cutaneous sensation using thin wire. The Proceedings of the International Conference on Advances in Computer Enterntainment Technology.

Bark, K., McMahan, W., Remington, A., Gewirtz, J., Wedmid, A., Lee, D. I., Kuchenbecker, K. J. (2013). In vivo validation of a system for haptic feedback of tool vibrations in robotic surgery. Surgical endoscopy, 27(2), 656-664.

Barrow, A.L., Harwin, W.S. (2008). High Bandwidth, Large Workspace Haptic Interaction: Flying Phantoms. Symposium on Haptic interfaces for virtual environment and teleoperator systems, 295-302.

Bensmaぴıa, S., Hollins, M., Yau, J.: Vibrotactile intensity and frequency information in the Pacinian system: A psychophysical model. Perception and Psychophysics 67(5), 828–841 (2005)

Brisben, A., Hsiao, S., Johnson, K. (1999). Detection of vibration transmitted through an object grasped in the hand. Journal of Neurophysiology, 81(4), 1548-1558.